Habitat Suitability Report
Inputs
- Species: White shark (Carcharodon carcharias)
- Thinning: Thinned satellite data (PSAT and SPOT)
- Ratio: 1:2 observation:pseudo-absence ratio
- Spatial extent: Full extent
- Covariates used: all covariates (u and v become vel_mag)
- Metrics: evaluated using true skill staistic (tss) and area under the receiver operator curve (roc_auc)
- Observations: All observations
Nowcast and Forecast Maps
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | roc_auc | tss_max | percent_deviance_explained |
|---|---|---|---|
| rf | 0.9914790 | 0.9195050 | 0.6850648 |
| bt | 0.8289028 | 0.5281257 | 0.1828550 |
| maxnet | 0.8088553 | 0.5189186 | NA |
| gam | 0.8337908 | 0.5360192 | 0.2661978 |
| glm | 0.7593303 | 0.4633240 | 0.1424029 |
Variable Importance
Partial Dependence
